Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 140051 |
| Missing cells | 136020 |
| Missing cells (%) | 4.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.6 MiB |
| Average record size in memory | 184.0 B |
Variable types
| NUM | 19 |
|---|---|
| CAT | 4 |
AREA_TITLE has a high cardinality: 396 distinct values | High cardinality |
PRIM_STATE has a high cardinality: 52 distinct values | High cardinality |
OCC_TITLE has a high cardinality: 808 distinct values | High cardinality |
A_MEAN is highly correlated with H_MEAN and 8 other fields | High correlation |
H_MEAN is highly correlated with A_MEAN and 8 other fields | High correlation |
H_PCT25 is highly correlated with H_MEAN and 8 other fields | High correlation |
H_PCT10 is highly correlated with H_PCT25 and 4 other fields | High correlation |
H_MEDIAN is highly correlated with H_MEAN and 10 other fields | High correlation |
H_PCT75 is highly correlated with H_MEAN and 8 other fields | High correlation |
H_PCT90 is highly correlated with H_MEAN and 6 other fields | High correlation |
A_PCT10 is highly correlated with H_PCT10 and 4 other fields | High correlation |
A_PCT25 is highly correlated with H_MEAN and 8 other fields | High correlation |
A_MEDIAN is highly correlated with H_MEAN and 10 other fields | High correlation |
A_PCT75 is highly correlated with H_MEAN and 8 other fields | High correlation |
A_PCT90 is highly correlated with H_MEAN and 6 other fields | High correlation |
TOT_EMP has 11658 (8.3%) missing values | Missing |
EMP_PRSE has 11658 (8.3%) missing values | Missing |
JOBS_1000 has 11658 (8.3%) missing values | Missing |
LOC_QUOTIENT has 11658 (8.3%) missing values | Missing |
H_MEAN has 9284 (6.6%) missing values | Missing |
A_MEAN has 2848 (2.0%) missing values | Missing |
MEAN_PRSE has 2976 (2.1%) missing values | Missing |
H_PCT10 has 9305 (6.6%) missing values | Missing |
H_PCT25 has 9543 (6.8%) missing values | Missing |
H_MEDIAN has 10152 (7.2%) missing values | Missing |
H_PCT75 has 10932 (7.8%) missing values | Missing |
H_PCT90 has 13146 (9.4%) missing values | Missing |
A_PCT10 has 2869 (2.0%) missing values | Missing |
A_PCT25 has 3108 (2.2%) missing values | Missing |
A_MEDIAN has 3723 (2.7%) missing values | Missing |
A_PCT75 has 4546 (3.2%) missing values | Missing |
A_PCT90 has 6956 (5.0%) missing values | Missing |
TOT_EMP is highly skewed (γ1 = 99.04921957) | Skewed |
LOC_QUOTIENT is highly skewed (γ1 = 39.84715828) | Skewed |
EMP_PRSE has 2729 (1.9%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-31 19:41:49.669632 |
|---|---|
| Analysis finished | 2021-10-31 19:44:10.667085 |
| Duration | 2 minutes and 21 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
AREA
Real number (ℝ≥0)
| Distinct | 396 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32514.37376 |
|---|---|
| Minimum | 10180 |
| Maximum | 79600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 10180 |
|---|---|
| 5-th percentile | 12100 |
| Q1 | 20220 |
| median | 31080 |
| Q3 | 41620 |
| 95-th percentile | 71650 |
| Maximum | 79600 |
| Range | 69420 |
| Interquartile range (IQR) | 21400 |
Descriptive statistics
| Standard deviation | 15208.39888 |
|---|---|
| Coefficient of variation (CV) | 0.467743866 |
| Kurtosis | 1.142376048 |
| Mean | 32514.37376 |
| Median Absolute Deviation (MAD) | 10620 |
| Skewness | 0.9576739483 |
| Sum | 4553670560 |
| Variance | 231295396.6 |
| Monotocity | Increasing |
| Value | Count | Frequency (%) | |
| 35620 | 756 | 0.5% | |
| 16980 | 741 | 0.5% | |
| 31080 | 741 | 0.5% | |
| 37980 | 716 | 0.5% | |
| 71650 | 715 | 0.5% | |
| 47900 | 713 | 0.5% | |
| 19100 | 710 | 0.5% | |
| 26420 | 704 | 0.5% | |
| 42660 | 698 | 0.5% | |
| 33100 | 697 | 0.5% | |
| Other values (386) | 132860 | 94.9% |
| Value | Count | Frequency (%) | |
| 10180 | 281 | 0.2% | |
| 10380 | 176 | 0.1% | |
| 10420 | 496 | 0.4% | |
| 10500 | 233 | 0.2% | |
| 10540 | 239 | 0.2% |
| Value | Count | Frequency (%) | |
| 79600 | 485 | 0.3% | |
| 78700 | 269 | 0.2% | |
| 78100 | 503 | 0.4% | |
| 77200 | 598 | 0.4% | |
| 76900 | 333 | 0.2% |
| Distinct | 396 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| New York-Newark-Jersey City, NY-NJ-PA | 756 |
|---|---|
| Los Angeles-Long Beach-Anaheim, CA | 741 |
| Chicago-Naperville-Elgin, IL-IN-WI | 741 |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 716 |
| Boston-Cambridge-Nashua, MA-NH | 715 |
| Other values (391) |
| Value | Count | Frequency (%) | |
| New York-Newark-Jersey City, NY-NJ-PA | 756 | 0.5% | |
| Los Angeles-Long Beach-Anaheim, CA | 741 | 0.5% | |
| Chicago-Naperville-Elgin, IL-IN-WI | 741 | 0.5% | |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 716 | 0.5% | |
| Boston-Cambridge-Nashua, MA-NH | 715 | 0.5% | |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 713 | 0.5% | |
| Dallas-Fort Worth-Arlington, TX | 710 | 0.5% | |
| Houston-The Woodlands-Sugar Land, TX | 704 | 0.5% | |
| Seattle-Tacoma-Bellevue, WA | 698 | 0.5% | |
| Miami-Fort Lauderdale-West Palm Beach, FL | 697 | 0.5% | |
| Other values (386) | 132860 | 94.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 46 |
|---|---|
| Median length | 17 |
| Mean length | 20.13839958 |
| Min length | 8 |
| Distinct | 52 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| CA | |
|---|---|
| TX | 9320 |
| FL | 8318 |
| PA | 6406 |
| NC | 5420 |
| Other values (47) |
| Value | Count | Frequency (%) | |
| CA | 10713 | 7.6% | |
| TX | 9320 | 6.7% | |
| FL | 8318 | 5.9% | |
| PA | 6406 | 4.6% | |
| NC | 5420 | 3.9% | |
| OH | 4845 | 3.5% | |
| NY | 4750 | 3.4% | |
| MI | 4432 | 3.2% | |
| GA | 4182 | 3.0% | |
| WI | 4066 | 2.9% | |
| Other values (42) | 77599 | 55.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
OCC_CODE
Real number (ℝ≥0)
| Distinct | 808 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 337441.9448 |
|---|---|
| Minimum | 0 |
| Maximum | 537199 |
| Zeros | 396 |
| Zeros (%) | 0.3% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 119051 |
| Q1 | 212011 |
| median | 339098 |
| Q3 | 472021 |
| 95-th percentile | 519198 |
| Maximum | 537199 |
| Range | 537199 |
| Interquartile range (IQR) | 260010 |
Descriptive statistics
| Standard deviation | 136456.9079 |
|---|---|
| Coefficient of variation (CV) | 0.404386325 |
| Kurtosis | -1.233256796 |
| Mean | 337441.9448 |
| Median Absolute Deviation (MAD) | 128005 |
| Skewness | -0.1863556408 |
| Sum | 4.725908181e+10 |
| Variance | 1.862048773e+10 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 396 | 0.3% | |
| 412011 | 396 | 0.3% | |
| 533032 | 396 | 0.3% | |
| 412031 | 396 | 0.3% | |
| 439061 | 396 | 0.3% | |
| 510000 | 396 | 0.3% | |
| 411011 | 396 | 0.3% | |
| 390000 | 396 | 0.3% | |
| 530000 | 396 | 0.3% | |
| 353023 | 396 | 0.3% | |
| Other values (798) | 136091 | 97.2% |
| Value | Count | Frequency (%) | |
| 0 | 396 | 0.3% | |
| 110000 | 396 | 0.3% | |
| 111011 | 318 | 0.2% | |
| 111021 | 396 | 0.3% | |
| 111031 | 189 | 0.1% |
| Value | Count | Frequency (%) | |
| 537199 | 67 | < 0.1% | |
| 537121 | 27 | < 0.1% | |
| 537081 | 265 | 0.2% | |
| 537073 | 22 | < 0.1% | |
| 537072 | 30 | < 0.1% |
| Distinct | 808 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Office and Administrative Support Occupations | 396 |
|---|---|
| Construction and Extraction Occupations | 396 |
| Maintenance and Repair Workers, General | 396 |
| All Occupations | 396 |
| First-Line Supervisors of Retail Sales Workers | 396 |
| Other values (803) |
| Value | Count | Frequency (%) | |
| Office and Administrative Support Occupations | 396 | 0.3% | |
| Construction and Extraction Occupations | 396 | 0.3% | |
| Maintenance and Repair Workers, General | 396 | 0.3% | |
| All Occupations | 396 | 0.3% | |
| First-Line Supervisors of Retail Sales Workers | 396 | 0.3% | |
| General and Operations Managers | 396 | 0.3% | |
| Heavy and Tractor-Trailer Truck Drivers | 396 | 0.3% | |
| Office Clerks, General | 396 | 0.3% | |
| Building and Grounds Cleaning and Maintenance Occupations | 396 | 0.3% | |
| Food Preparation and Serving Related Occupations | 396 | 0.3% | |
| Other values (798) | 136091 | 97.2% |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 136 |
|---|---|
| Median length | 35 |
| Mean length | 37.64073088 |
| Min length | 6 |
O_GROUP
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| detailed | |
|---|---|
| major | 8645 |
| total | 396 |
| Value | Count | Frequency (%) | |
| detailed | 131010 | 93.5% | |
| major | 8645 | 6.2% | |
| total | 396 | 0.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.806334835 |
| Min length | 5 |
| Distinct | 3807 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 11658 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2832.213672 |
|---|---|
| Minimum | 30 |
| Maximum | 8834370 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 90 |
| median | 230 |
| Q3 | 780 |
| 95-th percentile | 6540 |
| Maximum | 8834370 |
| Range | 8834340 |
| Interquartile range (IQR) | 690 |
Descriptive statistics
| Standard deviation | 45868.87764 |
|---|---|
| Coefficient of variation (CV) | 16.19541565 |
| Kurtosis | 14489.76716 |
| Mean | 2832.213672 |
| Median Absolute Deviation (MAD) | 180 |
| Skewness | 99.04921957 |
| Sum | 363636410 |
| Variance | 2103953936 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40 | 6873 | 4.9% | |
| 50 | 6078 | 4.3% | |
| 60 | 5262 | 3.8% | |
| 70 | 4670 | 3.3% | |
| 80 | 4359 | 3.1% | |
| 30 | 4007 | 2.9% | |
| 90 | 3812 | 2.7% | |
| 100 | 3409 | 2.4% | |
| 110 | 3069 | 2.2% | |
| 120 | 2813 | 2.0% | |
| Other values (3797) | 84041 | 60.0% | |
| (Missing) | 11658 | 8.3% |
| Value | Count | Frequency (%) | |
| 30 | 4007 | 2.9% | |
| 40 | 6873 | 4.9% | |
| 50 | 6078 | 4.3% | |
| 60 | 5262 | 3.8% | |
| 70 | 4670 | 3.3% |
| Value | Count | Frequency (%) | |
| 8834370 | 1 | < 0.1% | |
| 5822510 | 1 | < 0.1% | |
| 4362110 | 1 | < 0.1% | |
| 3588450 | 1 | < 0.1% | |
| 3022200 | 1 | < 0.1% |
| Distinct | 500 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 11658 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.46889939 |
|---|---|
| Minimum | 0 |
| Maximum | 49.9 |
| Zeros | 2729 |
| Zeros (%) | 1.9% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.8 |
| Q1 | 9.1 |
| median | 16 |
| Q3 | 26.1 |
| 95-th percentile | 42.2 |
| Maximum | 49.9 |
| Range | 49.9 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.97463584 |
|---|---|
| Coefficient of variation (CV) | 0.6483675928 |
| Kurtosis | -0.3547705279 |
| Mean | 18.46889939 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.6643197638 |
| Sum | 2371277.4 |
| Variance | 143.3919036 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 2729 | 1.9% | |
| 8.9 | 537 | 0.4% | |
| 8.4 | 529 | 0.4% | |
| 9.6 | 527 | 0.4% | |
| 10.4 | 527 | 0.4% | |
| 10.9 | 526 | 0.4% | |
| 7.9 | 523 | 0.4% | |
| 11.4 | 518 | 0.4% | |
| 7.4 | 513 | 0.4% | |
| 8.7 | 513 | 0.4% | |
| Other values (490) | 120951 | 86.4% | |
| (Missing) | 11658 | 8.3% |
| Value | Count | Frequency (%) | |
| 0 | 2729 | 1.9% | |
| 0.1 | 53 | < 0.1% | |
| 0.2 | 72 | 0.1% | |
| 0.3 | 77 | 0.1% | |
| 0.4 | 75 | 0.1% |
| Value | Count | Frequency (%) | |
| 49.9 | 64 | < 0.1% | |
| 49.8 | 83 | 0.1% | |
| 49.7 | 74 | 0.1% | |
| 49.6 | 68 | < 0.1% | |
| 49.5 | 67 | < 0.1% |
| Distinct | 21772 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 11658 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.856372217 |
|---|---|
| Minimum | 0.004 |
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0.004 |
|---|---|
| 5-th percentile | 0.131 |
| Q1 | 0.554 |
| median | 1.35 |
| Q3 | 3.689 |
| 95-th percentile | 28.5044 |
| Maximum | 1000 |
| Range | 999.996 |
| Interquartile range (IQR) | 3.135 |
Descriptive statistics
| Standard deviation | 57.1884465 |
|---|---|
| Coefficient of variation (CV) | 6.457321926 |
| Kurtosis | 275.4692133 |
| Mean | 8.856372217 |
| Median Absolute Deviation (MAD) | 1.017 |
| Skewness | 16.14843491 |
| Sum | 1137096.198 |
| Variance | 3270.518413 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1000 | 396 | 0.3% | |
| 0.224 | 85 | 0.1% | |
| 0.274 | 84 | 0.1% | |
| 0.28 | 83 | 0.1% | |
| 0.555 | 83 | 0.1% | |
| 0.419 | 83 | 0.1% | |
| 0.199 | 83 | 0.1% | |
| 0.149 | 82 | 0.1% | |
| 0.115 | 82 | 0.1% | |
| 0.271 | 81 | 0.1% | |
| Other values (21762) | 127251 | 90.9% | |
| (Missing) | 11658 | 8.3% |
| Value | Count | Frequency (%) | |
| 0.004 | 2 | < 0.1% | |
| 0.005 | 3 | < 0.1% | |
| 0.006 | 1 | < 0.1% | |
| 0.007 | 5 | < 0.1% | |
| 0.008 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1000 | 396 | 0.3% | |
| 359.002 | 1 | < 0.1% | |
| 242.405 | 1 | < 0.1% | |
| 238.505 | 1 | < 0.1% | |
| 233.21 | 1 | < 0.1% |
| Distinct | 1511 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 11658 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.301940526 |
|---|---|
| Minimum | 0.03 |
| Maximum | 319.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 0.34 |
| Q1 | 0.68 |
| median | 0.97 |
| Q3 | 1.38 |
| 95-th percentile | 2.91 |
| Maximum | 319.37 |
| Range | 319.34 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 2.446354709 |
|---|---|
| Coefficient of variation (CV) | 1.879006498 |
| Kurtosis | 3338.29665 |
| Mean | 1.301940526 |
| Median Absolute Deviation (MAD) | 0.33 |
| Skewness | 39.84715828 |
| Sum | 167160.05 |
| Variance | 5.98465136 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 1459 | 1.0% | |
| 0.8 | 1178 | 0.8% | |
| 0.83 | 1141 | 0.8% | |
| 0.82 | 1141 | 0.8% | |
| 0.91 | 1137 | 0.8% | |
| 0.84 | 1125 | 0.8% | |
| 0.87 | 1118 | 0.8% | |
| 0.94 | 1115 | 0.8% | |
| 0.79 | 1112 | 0.8% | |
| 0.86 | 1111 | 0.8% | |
| Other values (1501) | 116756 | 83.4% | |
| (Missing) | 11658 | 8.3% |
| Value | Count | Frequency (%) | |
| 0.03 | 1 | < 0.1% | |
| 0.04 | 9 | < 0.1% | |
| 0.05 | 8 | < 0.1% | |
| 0.06 | 22 | < 0.1% | |
| 0.07 | 20 | < 0.1% |
| Value | Count | Frequency (%) | |
| 319.37 | 1 | < 0.1% | |
| 218.17 | 1 | < 0.1% | |
| 166.24 | 1 | < 0.1% | |
| 129.65 | 1 | < 0.1% | |
| 115.51 | 1 | < 0.1% |
| Distinct | 7980 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 9284 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.17055129 |
|---|---|
| Minimum | 8.32 |
| Maximum | 151.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 8.32 |
|---|---|
| 5-th percentile | 12.02 |
| Q1 | 17.08 |
| median | 22.94 |
| Q3 | 32.59 |
| 95-th percentile | 55.27 |
| Maximum | 151.84 |
| Range | 143.52 |
| Interquartile range (IQR) | 15.51 |
Descriptive statistics
| Standard deviation | 15.45700235 |
|---|---|
| Coefficient of variation (CV) | 0.568888065 |
| Kurtosis | 9.941217719 |
| Mean | 27.17055129 |
| Median Absolute Deviation (MAD) | 6.97 |
| Skewness | 2.479876637 |
| Sum | 3553011.48 |
| Variance | 238.9189215 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 16.4 | 90 | 0.1% | |
| 17.68 | 86 | 0.1% | |
| 16.56 | 86 | 0.1% | |
| 17.61 | 83 | 0.1% | |
| 17.01 | 81 | 0.1% | |
| 18.15 | 80 | 0.1% | |
| 16.86 | 79 | 0.1% | |
| 17.62 | 79 | 0.1% | |
| 17.29 | 79 | 0.1% | |
| 18.83 | 77 | 0.1% | |
| Other values (7970) | 129947 | 92.8% | |
| (Missing) | 9284 | 6.6% |
| Value | Count | Frequency (%) | |
| 8.32 | 1 | < 0.1% | |
| 8.33 | 2 | < 0.1% | |
| 8.35 | 2 | < 0.1% | |
| 8.38 | 2 | < 0.1% | |
| 8.39 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 151.84 | 1 | < 0.1% | |
| 151 | 1 | < 0.1% | |
| 149.64 | 1 | < 0.1% | |
| 148.94 | 1 | < 0.1% | |
| 148.1 | 1 | < 0.1% |
| Distinct | 14142 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 2848 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57081.51556 |
|---|---|
| Minimum | 17300 |
| Maximum | 315830 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 17300 |
|---|---|
| 5-th percentile | 25100 |
| Q1 | 35860 |
| median | 48560 |
| Q3 | 68900 |
| 95-th percentile | 115119 |
| Maximum | 315830 |
| Range | 298530 |
| Interquartile range (IQR) | 33040 |
Descriptive statistics
| Standard deviation | 32034.06981 |
|---|---|
| Coefficient of variation (CV) | 0.5611986559 |
| Kurtosis | 9.566794437 |
| Mean | 57081.51556 |
| Median Absolute Deviation (MAD) | 14950 |
| Skewness | 2.408721786 |
| Sum | 7831755180 |
| Variance | 1026181629 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 37890 | 47 | < 0.1% | |
| 39690 | 47 | < 0.1% | |
| 34280 | 46 | < 0.1% | |
| 36770 | 46 | < 0.1% | |
| 37450 | 45 | < 0.1% | |
| 42100 | 45 | < 0.1% | |
| 34110 | 45 | < 0.1% | |
| 36640 | 45 | < 0.1% | |
| 33680 | 44 | < 0.1% | |
| 35070 | 44 | < 0.1% | |
| Other values (14132) | 136749 | 97.6% | |
| (Missing) | 2848 | 2.0% |
| Value | Count | Frequency (%) | |
| 17300 | 1 | < 0.1% | |
| 17330 | 2 | < 0.1% | |
| 17360 | 1 | < 0.1% | |
| 17370 | 1 | < 0.1% | |
| 17430 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 315830 | 1 | < 0.1% | |
| 314080 | 1 | < 0.1% | |
| 311260 | 1 | < 0.1% | |
| 309800 | 1 | < 0.1% | |
| 308050 | 1 | < 0.1% |
| Distinct | 296 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2976 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.296913369 |
|---|---|
| Minimum | 0.4 |
| Maximum | 29.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.9 |
| median | 4.2 |
| Q3 | 6.4 |
| 95-th percentile | 12.6 |
| Maximum | 29.9 |
| Range | 29.5 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 3.659072129 |
|---|---|
| Coefficient of variation (CV) | 0.6907932743 |
| Kurtosis | 6.98808419 |
| Mean | 5.296913369 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 2.243364742 |
| Sum | 726074.4 |
| Variance | 13.38880885 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2.9 | 2997 | 2.1% | |
| 2.7 | 2969 | 2.1% | |
| 3 | 2938 | 2.1% | |
| 3.3 | 2937 | 2.1% | |
| 3.1 | 2911 | 2.1% | |
| 2.6 | 2908 | 2.1% | |
| 3.2 | 2901 | 2.1% | |
| 3.5 | 2896 | 2.1% | |
| 2.8 | 2879 | 2.1% | |
| 3.4 | 2872 | 2.1% | |
| Other values (286) | 107867 | 77.0% | |
| (Missing) | 2976 | 2.1% |
| Value | Count | Frequency (%) | |
| 0.4 | 2 | < 0.1% | |
| 0.5 | 10 | < 0.1% | |
| 0.6 | 33 | < 0.1% | |
| 0.7 | 41 | < 0.1% | |
| 0.8 | 70 | < 0.1% |
| Value | Count | Frequency (%) | |
| 29.9 | 3 | < 0.1% | |
| 29.8 | 7 | < 0.1% | |
| 29.7 | 7 | < 0.1% | |
| 29.6 | 2 | < 0.1% | |
| 29.5 | 5 | < 0.1% |
| Distinct | 4985 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 9305 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.91676013 |
|---|---|
| Minimum | 7.25 |
| Maximum | 99.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 7.25 |
|---|---|
| 5-th percentile | 8.51 |
| Q1 | 11.58 |
| median | 14.43 |
| Q3 | 19.79 |
| 95-th percentile | 32.9 |
| Maximum | 99.86 |
| Range | 92.61 |
| Interquartile range (IQR) | 8.21 |
Descriptive statistics
| Standard deviation | 8.584591168 |
|---|---|
| Coefficient of variation (CV) | 0.5074607136 |
| Kurtosis | 12.74854636 |
| Mean | 16.91676013 |
| Median Absolute Deviation (MAD) | 3.69 |
| Skewness | 2.706131864 |
| Sum | 2211798.72 |
| Variance | 73.69520553 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13.02 | 988 | 0.7% | |
| 13.01 | 947 | 0.7% | |
| 13.52 | 309 | 0.2% | |
| 12.77 | 268 | 0.2% | |
| 18.15 | 260 | 0.2% | |
| 13.51 | 255 | 0.2% | |
| 10 | 254 | 0.2% | |
| 10.01 | 238 | 0.2% | |
| 18.56 | 227 | 0.2% | |
| 12.76 | 210 | 0.1% | |
| Other values (4975) | 126790 | 90.5% | |
| (Missing) | 9305 | 6.6% |
| Value | Count | Frequency (%) | |
| 7.25 | 1 | < 0.1% | |
| 7.26 | 1 | < 0.1% | |
| 7.32 | 1 | < 0.1% | |
| 7.33 | 1 | < 0.1% | |
| 7.38 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.86 | 1 | < 0.1% | |
| 99.79 | 1 | < 0.1% | |
| 99.6 | 1 | < 0.1% | |
| 99.59 | 1 | < 0.1% | |
| 99.37 | 1 | < 0.1% |
| Distinct | 5967 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 9543 |
| Missing (%) | 6.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.33493548 |
|---|---|
| Minimum | 7.26 |
| Maximum | 99.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 7.26 |
|---|---|
| 5-th percentile | 9.51 |
| Q1 | 13.34 |
| median | 17.32 |
| Q3 | 24.23 |
| 95-th percentile | 40.59 |
| Maximum | 99.92 |
| Range | 92.66 |
| Interquartile range (IQR) | 10.89 |
Descriptive statistics
| Standard deviation | 10.63222575 |
|---|---|
| Coefficient of variation (CV) | 0.5228551504 |
| Kurtosis | 8.1721768 |
| Mean | 20.33493548 |
| Median Absolute Deviation (MAD) | 4.78 |
| Skewness | 2.244842299 |
| Sum | 2653871.76 |
| Variance | 113.0442244 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13.02 | 672 | 0.5% | |
| 18.57 | 346 | 0.2% | |
| 18.16 | 262 | 0.2% | |
| 13.52 | 192 | 0.1% | |
| 13.01 | 170 | 0.1% | |
| 10.01 | 139 | 0.1% | |
| 13.51 | 127 | 0.1% | |
| 12.01 | 120 | 0.1% | |
| 11.01 | 120 | 0.1% | |
| 15.01 | 120 | 0.1% | |
| Other values (5957) | 128240 | 91.6% | |
| (Missing) | 9543 | 6.8% |
| Value | Count | Frequency (%) | |
| 7.26 | 1 | < 0.1% | |
| 7.82 | 1 | < 0.1% | |
| 7.83 | 3 | < 0.1% | |
| 7.84 | 1 | < 0.1% | |
| 7.85 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.92 | 1 | < 0.1% | |
| 99.9 | 1 | < 0.1% | |
| 99.89 | 1 | < 0.1% | |
| 99.88 | 1 | < 0.1% | |
| 99.84 | 1 | < 0.1% |
| Distinct | 6812 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 10152 |
| Missing (%) | 7.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.05029746 |
|---|---|
| Minimum | 8.01 |
| Maximum | 99.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 8.01 |
|---|---|
| 5-th percentile | 11.169 |
| Q1 | 15.99 |
| median | 21.69 |
| Q3 | 30.46 |
| 95-th percentile | 50.36 |
| Maximum | 99.99 |
| Range | 91.98 |
| Interquartile range (IQR) | 14.47 |
Descriptive statistics
| Standard deviation | 12.78164494 |
|---|---|
| Coefficient of variation (CV) | 0.5102392479 |
| Kurtosis | 3.646514873 |
| Mean | 25.05029746 |
| Median Absolute Deviation (MAD) | 6.72 |
| Skewness | 1.62257236 |
| Sum | 3254008.59 |
| Variance | 163.3704473 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13.02 | 151 | 0.1% | |
| 14.37 | 95 | 0.1% | |
| 19.21 | 95 | 0.1% | |
| 17.91 | 93 | 0.1% | |
| 17.42 | 92 | 0.1% | |
| 17.66 | 91 | 0.1% | |
| 18.97 | 90 | 0.1% | |
| 18.51 | 88 | 0.1% | |
| 14.74 | 87 | 0.1% | |
| 18.23 | 87 | 0.1% | |
| Other values (6802) | 128930 | 92.1% | |
| (Missing) | 10152 | 7.2% |
| Value | Count | Frequency (%) | |
| 8.01 | 1 | < 0.1% | |
| 8.33 | 3 | < 0.1% | |
| 8.35 | 1 | < 0.1% | |
| 8.36 | 1 | < 0.1% | |
| 8.38 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.99 | 1 | < 0.1% | |
| 99.97 | 1 | < 0.1% | |
| 99.79 | 1 | < 0.1% | |
| 99.78 | 1 | < 0.1% | |
| 99.75 | 1 | < 0.1% |
| Distinct | 7955 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 10932 |
| Missing (%) | 7.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.01998033 |
|---|---|
| Minimum | 8.84 |
| Maximum | 99.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 8.84 |
|---|---|
| 5-th percentile | 13.17 |
| Q1 | 19.37 |
| median | 27.13 |
| Q3 | 38.48 |
| 95-th percentile | 63.01 |
| Maximum | 99.96 |
| Range | 91.12 |
| Interquartile range (IQR) | 19.11 |
Descriptive statistics
| Standard deviation | 15.58891126 |
|---|---|
| Coefficient of variation (CV) | 0.502544202 |
| Kurtosis | 1.570378605 |
| Mean | 31.01998033 |
| Median Absolute Deviation (MAD) | 8.74 |
| Skewness | 1.26801699 |
| Sum | 4005268.84 |
| Variance | 243.0141543 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 31.27 | 298 | 0.2% | |
| 30.29 | 250 | 0.2% | |
| 30.28 | 217 | 0.2% | |
| 31.26 | 131 | 0.1% | |
| 18.98 | 101 | 0.1% | |
| 19.05 | 87 | 0.1% | |
| 18.47 | 84 | 0.1% | |
| 19.1 | 79 | 0.1% | |
| 18.97 | 78 | 0.1% | |
| 18.82 | 77 | 0.1% | |
| Other values (7945) | 127717 | 91.2% | |
| (Missing) | 10932 | 7.8% |
| Value | Count | Frequency (%) | |
| 8.84 | 3 | < 0.1% | |
| 8.86 | 2 | < 0.1% | |
| 8.89 | 1 | < 0.1% | |
| 8.9 | 1 | < 0.1% | |
| 8.91 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.96 | 1 | < 0.1% | |
| 99.95 | 1 | < 0.1% | |
| 99.93 | 2 | < 0.1% | |
| 99.86 | 1 | < 0.1% | |
| 99.84 | 1 | < 0.1% |
| Distinct | 8738 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 13146 |
| Missing (%) | 9.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.07292053 |
|---|---|
| Minimum | 9.14 |
| Maximum | 99.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 9.14 |
|---|---|
| 5-th percentile | 15.36 |
| Q1 | 23.82 |
| median | 31.77 |
| Q3 | 47.12 |
| 95-th percentile | 75.87 |
| Maximum | 99.99 |
| Range | 90.85 |
| Interquartile range (IQR) | 23.3 |
Descriptive statistics
| Standard deviation | 18.21480777 |
|---|---|
| Coefficient of variation (CV) | 0.4913237887 |
| Kurtosis | 0.7261387311 |
| Mean | 37.07292053 |
| Median Absolute Deviation (MAD) | 10.01 |
| Skewness | 1.080225904 |
| Sum | 4704738.98 |
| Variance | 331.7792222 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 30.29 | 261 | 0.2% | |
| 30.89 | 189 | 0.1% | |
| 30.9 | 159 | 0.1% | |
| 31.27 | 114 | 0.1% | |
| 24.96 | 92 | 0.1% | |
| 31.93 | 83 | 0.1% | |
| 31.49 | 77 | 0.1% | |
| 24.15 | 74 | 0.1% | |
| 24.33 | 74 | 0.1% | |
| 19.51 | 74 | 0.1% | |
| Other values (8728) | 125708 | 89.8% | |
| (Missing) | 13146 | 9.4% |
| Value | Count | Frequency (%) | |
| 9.14 | 3 | < 0.1% | |
| 9.16 | 1 | < 0.1% | |
| 9.17 | 1 | < 0.1% | |
| 9.21 | 2 | < 0.1% | |
| 9.22 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.99 | 1 | < 0.1% | |
| 99.98 | 1 | < 0.1% | |
| 99.97 | 1 | < 0.1% | |
| 99.96 | 3 | < 0.1% | |
| 99.93 | 1 | < 0.1% |
| Distinct | 8808 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 2869 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35433.15041 |
|---|---|
| Minimum | 15090 |
| Maximum | 207720 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 15090 |
|---|---|
| 5-th percentile | 17690 |
| Q1 | 24210 |
| median | 30470 |
| Q3 | 41810 |
| 95-th percentile | 68370 |
| Maximum | 207720 |
| Range | 192630 |
| Interquartile range (IQR) | 17600 |
Descriptive statistics
| Standard deviation | 17779.05596 |
|---|---|
| Coefficient of variation (CV) | 0.5017633417 |
| Kurtosis | 12.28425129 |
| Mean | 35433.15041 |
| Median Absolute Deviation (MAD) | 8000 |
| Skewness | 2.624782092 |
| Sum | 4860790440 |
| Variance | 316094830.8 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 27070 | 1184 | 0.8% | |
| 27080 | 563 | 0.4% | |
| 37760 | 282 | 0.2% | |
| 28110 | 252 | 0.2% | |
| 20810 | 235 | 0.2% | |
| 38610 | 217 | 0.2% | |
| 26550 | 197 | 0.1% | |
| 28120 | 165 | 0.1% | |
| 24970 | 151 | 0.1% | |
| 22890 | 142 | 0.1% | |
| Other values (8798) | 133794 | 95.5% | |
| (Missing) | 2869 | 2.0% |
| Value | Count | Frequency (%) | |
| 15090 | 2 | < 0.1% | |
| 15240 | 2 | < 0.1% | |
| 15350 | 1 | < 0.1% | |
| 15570 | 2 | < 0.1% | |
| 15590 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 207720 | 1 | < 0.1% | |
| 207570 | 1 | < 0.1% | |
| 207180 | 1 | < 0.1% | |
| 207150 | 1 | < 0.1% | |
| 206700 | 1 | < 0.1% |
| Distinct | 10634 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 3108 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42665.57064 |
|---|---|
| Minimum | 15100 |
| Maximum | 207840 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 15100 |
|---|---|
| 5-th percentile | 19770 |
| Q1 | 27890 |
| median | 36540 |
| Q3 | 51450 |
| 95-th percentile | 84410 |
| Maximum | 207840 |
| Range | 192740 |
| Interquartile range (IQR) | 23560 |
Descriptive statistics
| Standard deviation | 22052.00814 |
|---|---|
| Coefficient of variation (CV) | 0.5168572179 |
| Kurtosis | 7.825277821 |
| Mean | 42665.57064 |
| Median Absolute Deviation (MAD) | 10330 |
| Skewness | 2.17129169 |
| Sum | 5842751240 |
| Variance | 486291063.1 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 27080 | 417 | 0.3% | |
| 27070 | 325 | 0.2% | |
| 38620 | 310 | 0.2% | |
| 37770 | 202 | 0.1% | |
| 28120 | 111 | 0.1% | |
| 20810 | 105 | 0.1% | |
| 28110 | 99 | 0.1% | |
| 20820 | 82 | 0.1% | |
| 37760 | 78 | 0.1% | |
| 24970 | 70 | < 0.1% | |
| Other values (10624) | 135144 | 96.5% | |
| (Missing) | 3108 | 2.2% |
| Value | Count | Frequency (%) | |
| 15100 | 1 | < 0.1% | |
| 16270 | 1 | < 0.1% | |
| 16280 | 2 | < 0.1% | |
| 16290 | 1 | < 0.1% | |
| 16320 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 207840 | 1 | < 0.1% | |
| 207800 | 1 | < 0.1% | |
| 207760 | 1 | < 0.1% | |
| 207740 | 1 | < 0.1% | |
| 207680 | 1 | < 0.1% |
| Distinct | 12568 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 3723 |
| Missing (%) | 2.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52678.29844 |
|---|---|
| Minimum | 16660 |
| Maximum | 207980 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 16660 |
|---|---|
| 5-th percentile | 23260 |
| Q1 | 33620 |
| median | 45950 |
| Q3 | 64320 |
| 95-th percentile | 105046.5 |
| Maximum | 207980 |
| Range | 191320 |
| Interquartile range (IQR) | 30700 |
Descriptive statistics
| Standard deviation | 26641.40816 |
|---|---|
| Coefficient of variation (CV) | 0.5057378265 |
| Kurtosis | 3.419860842 |
| Mean | 52678.29844 |
| Median Absolute Deviation (MAD) | 14450 |
| Skewness | 1.563209933 |
| Sum | 7181527070 |
| Variance | 709764628.7 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 27080 | 123 | 0.1% | |
| 39950 | 57 | < 0.1% | |
| 30650 | 54 | < 0.1% | |
| 48200 | 54 | < 0.1% | |
| 48930 | 54 | < 0.1% | |
| 51160 | 52 | < 0.1% | |
| 50720 | 51 | < 0.1% | |
| 34920 | 50 | < 0.1% | |
| 29890 | 50 | < 0.1% | |
| 37930 | 50 | < 0.1% | |
| Other values (12558) | 135733 | 96.9% | |
| (Missing) | 3723 | 2.7% |
| Value | Count | Frequency (%) | |
| 16660 | 1 | < 0.1% | |
| 17330 | 3 | < 0.1% | |
| 17370 | 1 | < 0.1% | |
| 17380 | 1 | < 0.1% | |
| 17420 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 207980 | 1 | < 0.1% | |
| 207930 | 1 | < 0.1% | |
| 207550 | 1 | < 0.1% | |
| 207540 | 1 | < 0.1% | |
| 207480 | 1 | < 0.1% |
| Distinct | 15065 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 4546 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65320.53799 |
|---|---|
| Minimum | 18380 |
| Maximum | 207930 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 18380 |
|---|---|
| 5-th percentile | 27580 |
| Q1 | 40630 |
| median | 57690 |
| Q3 | 81080 |
| 95-th percentile | 131690 |
| Maximum | 207930 |
| Range | 189550 |
| Interquartile range (IQR) | 40450 |
Descriptive statistics
| Standard deviation | 32615.86012 |
|---|---|
| Coefficient of variation (CV) | 0.4993201392 |
| Kurtosis | 1.450675621 |
| Mean | 65320.53799 |
| Median Absolute Deviation (MAD) | 18860 |
| Skewness | 1.226531163 |
| Sum | 8851259500 |
| Variance | 1063794331 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 65030 | 276 | 0.2% | |
| 62990 | 221 | 0.2% | |
| 63000 | 173 | 0.1% | |
| 65040 | 108 | 0.1% | |
| 83210 | 53 | < 0.1% | |
| 39480 | 52 | < 0.1% | |
| 62980 | 47 | < 0.1% | |
| 84400 | 46 | < 0.1% | |
| 39630 | 45 | < 0.1% | |
| 47580 | 45 | < 0.1% | |
| Other values (15055) | 134439 | 96.0% | |
| (Missing) | 4546 | 3.2% |
| Value | Count | Frequency (%) | |
| 18380 | 3 | < 0.1% | |
| 18420 | 1 | < 0.1% | |
| 18430 | 1 | < 0.1% | |
| 18500 | 1 | < 0.1% | |
| 18510 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 207930 | 1 | < 0.1% | |
| 207900 | 1 | < 0.1% | |
| 207860 | 1 | < 0.1% | |
| 207850 | 2 | < 0.1% | |
| 207710 | 1 | < 0.1% |
| Distinct | 16939 |
|---|---|
| Distinct (%) | 12.7% |
| Missing | 6956 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78065.96003 |
|---|---|
| Minimum | 19010 |
| Maximum | 207980 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 19010 |
|---|---|
| 5-th percentile | 32040 |
| Q1 | 49980 |
| median | 67090 |
| Q3 | 99510 |
| 95-th percentile | 158710 |
| Maximum | 207980 |
| Range | 188970 |
| Interquartile range (IQR) | 49530 |
Descriptive statistics
| Standard deviation | 38144.70468 |
|---|---|
| Coefficient of variation (CV) | 0.4886214768 |
| Kurtosis | 0.6342443799 |
| Mean | 78065.96003 |
| Median Absolute Deviation (MAD) | 21350 |
| Skewness | 1.044247294 |
| Sum | 1.039018895e+10 |
| Variance | 1455018495 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 63000 | 223 | 0.2% | |
| 64260 | 176 | 0.1% | |
| 65040 | 94 | 0.1% | |
| 64270 | 83 | 0.1% | |
| 64250 | 58 | < 0.1% | |
| 66410 | 58 | < 0.1% | |
| 51910 | 57 | < 0.1% | |
| 99740 | 57 | < 0.1% | |
| 99750 | 57 | < 0.1% | |
| 62990 | 50 | < 0.1% | |
| Other values (16929) | 132182 | 94.4% | |
| (Missing) | 6956 | 5.0% |
| Value | Count | Frequency (%) | |
| 19010 | 2 | < 0.1% | |
| 19020 | 1 | < 0.1% | |
| 19060 | 2 | < 0.1% | |
| 19150 | 2 | < 0.1% | |
| 19180 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 207980 | 1 | < 0.1% | |
| 207970 | 1 | < 0.1% | |
| 207960 | 1 | < 0.1% | |
| 207940 | 1 | < 0.1% | |
| 207920 | 2 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| AREA | AREA_TITLE | PRIM_STATE | OCC_CODE | OCC_TITLE | O_GROUP | TOT_EMP | EMP_PRSE | JOBS_1000 | LOC_QUOTIENT | H_MEAN | A_MEAN | MEAN_PRSE | H_PCT10 | H_PCT25 | H_MEDIAN | H_PCT75 | H_PCT90 | A_PCT10 | A_PCT25 | A_MEDIAN | A_PCT75 | A_PCT90 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10180 | Abilene, TX | TX | 0 | All Occupations | total | 66060.0 | 1.9 | 1000.000 | 1.00 | 20.64 | 42930.0 | 1.8 | 9.13 | 11.40 | 16.41 | 24.82 | 36.23 | 18990.0 | 23710.0 | 34130.0 | 51620.0 | 75370.0 |
| 1 | 10180 | Abilene, TX | TX | 110000 | Management Occupations | major | 2910.0 | 4.5 | 44.068 | 0.77 | 42.87 | 89160.0 | 2.2 | 17.38 | 26.74 | 36.37 | 51.68 | 73.88 | 36150.0 | 55620.0 | 75640.0 | 107500.0 | 153670.0 |
| 2 | 10180 | Abilene, TX | TX | 111021 | General and Operations Managers | detailed | 1320.0 | 7.4 | 20.036 | 1.19 | 40.38 | 83990.0 | 3.5 | 12.67 | 24.02 | 32.96 | 50.11 | 72.93 | 26350.0 | 49960.0 | 68550.0 | 104230.0 | 151700.0 |
| 3 | 10180 | Abilene, TX | TX | 112022 | Sales Managers | detailed | 90.0 | 18.5 | 1.317 | 0.47 | 58.18 | 121020.0 | 7.6 | 26.23 | 35.90 | 52.41 | 68.01 | NaN | 54560.0 | 74680.0 | 109000.0 | 141460.0 | NaN |
| 4 | 10180 | Abilene, TX | TX | 112030 | Public Relations and Fundraising Managers | detailed | 40.0 | 31.5 | 0.549 | 0.94 | 45.93 | 95540.0 | 20.7 | 28.71 | 32.78 | 36.24 | 41.23 | 83.81 | 59710.0 | 68180.0 | 75380.0 | 85760.0 | 174320.0 |
| 5 | 10180 | Abilene, TX | TX | 113010 | Administrative Services and Facilities Managers | detailed | 140.0 | 12.3 | 2.045 | 0.92 | 37.79 | 78600.0 | 3.5 | 24.93 | 28.28 | 35.06 | 45.45 | 55.25 | 51850.0 | 58820.0 | 72920.0 | 94530.0 | 114920.0 |
| 6 | 10180 | Abilene, TX | TX | 113021 | Computer and Information Systems Managers | detailed | 70.0 | 30.2 | 1.054 | 0.32 | 59.15 | 123040.0 | 8.5 | 26.29 | 35.72 | 56.28 | 71.04 | 97.75 | 54690.0 | 74310.0 | 117060.0 | 147760.0 | 203330.0 |
| 7 | 10180 | Abilene, TX | TX | 113031 | Financial Managers | detailed | 120.0 | 8.8 | 1.883 | 0.40 | 57.49 | 119580.0 | 9.6 | 25.74 | 34.93 | 46.19 | 62.85 | NaN | 53540.0 | 72650.0 | 96080.0 | 130730.0 | NaN |
| 8 | 10180 | Abilene, TX | TX | 113051 | Industrial Production Managers | detailed | 50.0 | 22.3 | 0.761 | 0.59 | 54.65 | 113680.0 | 12.0 | 29.20 | 36.76 | 47.44 | 64.49 | 84.92 | 60730.0 | 76460.0 | 98680.0 | 134140.0 | 176630.0 |
| 9 | 10180 | Abilene, TX | TX | 113071 | Transportation, Storage, and Distribution Managers | detailed | 60.0 | 18.6 | 0.890 | 0.94 | 40.88 | 85030.0 | 3.8 | 30.53 | 34.41 | 39.63 | 47.38 | 51.38 | 63500.0 | 71580.0 | 82430.0 | 98550.0 | 106880.0 |
Last rows
| AREA | AREA_TITLE | PRIM_STATE | OCC_CODE | OCC_TITLE | O_GROUP | TOT_EMP | EMP_PRSE | JOBS_1000 | LOC_QUOTIENT | H_MEAN | A_MEAN | MEAN_PRSE | H_PCT10 | H_PCT25 | H_MEDIAN | H_PCT75 | H_PCT90 | A_PCT10 | A_PCT25 | A_MEDIAN | A_PCT75 | A_PCT90 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 140041 | 79600 | Worcester, MA-CT | MA | 536031 | Automotive and Watercraft Service Attendants | detailed | 40.0 | 22.6 | 0.138 | 0.17 | 14.50 | 30160.0 | 2.8 | 12.97 | 13.48 | 14.34 | 15.20 | 16.64 | 26970.0 | 28050.0 | 29830.0 | 31620.0 | 34620.0 |
| 140042 | 79600 | Worcester, MA-CT | MA | 536051 | Transportation Inspectors | detailed | NaN | NaN | NaN | NaN | 25.83 | 53720.0 | 13.7 | 13.44 | 14.44 | 19.72 | 31.72 | 41.53 | 27950.0 | 30030.0 | 41010.0 | 65980.0 | 86370.0 |
| 140043 | 79600 | Worcester, MA-CT | MA | 537051 | Industrial Truck and Tractor Operators | detailed | 1280.0 | 7.9 | 4.796 | 1.04 | 17.98 | 37400.0 | 2.9 | 13.74 | 15.09 | 17.54 | 20.14 | 23.84 | 28580.0 | 31380.0 | 36490.0 | 41890.0 | 49580.0 |
| 140044 | 79600 | Worcester, MA-CT | MA | 537061 | Cleaners of Vehicles and Equipment | detailed | 280.0 | 15.8 | 1.056 | 0.43 | 16.73 | 34790.0 | 5.0 | 12.77 | 12.92 | 14.87 | 19.59 | 23.75 | 26550.0 | 26870.0 | 30920.0 | 40750.0 | 49390.0 |
| 140045 | 79600 | Worcester, MA-CT | MA | 537062 | Laborers and Freight, Stock, and Material Movers, Hand | detailed | 4770.0 | 7.8 | 17.944 | 0.89 | 16.52 | 34360.0 | 1.7 | 12.87 | 13.43 | 14.91 | 18.41 | 22.96 | 26780.0 | 27930.0 | 31000.0 | 38290.0 | 47760.0 |
| 140046 | 79600 | Worcester, MA-CT | MA | 537063 | Machine Feeders and Offbearers | detailed | 180.0 | 17.5 | 0.660 | 1.43 | 17.57 | 36540.0 | 5.1 | 13.35 | 14.31 | 16.11 | 20.42 | 24.29 | 27770.0 | 29770.0 | 33500.0 | 42470.0 | 50530.0 |
| 140047 | 79600 | Worcester, MA-CT | MA | 537064 | Packers and Packagers, Hand | detailed | 1220.0 | 21.6 | 4.592 | 1.07 | 15.68 | 32620.0 | 2.4 | 12.87 | 13.42 | 14.68 | 16.60 | 19.62 | 26780.0 | 27910.0 | 30540.0 | 34530.0 | 40800.0 |
| 140048 | 79600 | Worcester, MA-CT | MA | 537065 | Stockers and Order Fillers | detailed | 4300.0 | 4.5 | 16.161 | 1.02 | 16.40 | 34100.0 | 1.2 | 12.89 | 13.65 | 14.99 | 18.13 | 22.65 | 26810.0 | 28400.0 | 31170.0 | 37700.0 | 47100.0 |
| 140049 | 79600 | Worcester, MA-CT | MA | 537081 | Refuse and Recyclable Material Collectors | detailed | 100.0 | 16.6 | 0.388 | 0.45 | 22.05 | 45870.0 | 4.9 | 13.41 | 15.67 | 22.92 | 27.45 | 30.28 | 27900.0 | 32580.0 | 47680.0 | 57090.0 | 62980.0 |
| 140050 | 79600 | Worcester, MA-CT | MA | 537199 | Material Moving Workers, All Other | detailed | NaN | NaN | NaN | NaN | 23.92 | 49760.0 | 4.2 | 20.68 | 21.69 | 23.37 | 25.05 | 29.28 | 43010.0 | 45110.0 | 48600.0 | 52100.0 | 60910.0 |